SOTAVerified

Knowledge Graphs

A knowledge graph is a structured representation of information that organizes data into nodes (entities) and edges (relationships) to show how different pieces of knowledge are interconnected. It enables enhanced data integration, search, and inference by modeling the relationships between concepts and entities in a graph format.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 551–575 of 2974 papers

TitleStatusHype
Fact or Fiction? Improving Fact Verification with Knowledge Graphs through Simplified Subgraph RetrievalsCode0
WeKnow-RAG: An Adaptive Approach for Retrieval-Augmented Generation Integrating Web Search and Knowledge Graphs—0
QirK: Question Answering via Intermediate Representation on Knowledge Graphs—0
The gene function prediction challenge: large language models and knowledge graphs to the rescue—0
Fast-and-Frugal Text-Graph Transformers are Effective Link Predictors—0
Simple but Effective Compound Geometric Operations for Temporal Knowledge Graph CompletionCode1
Bridging LLMs and KGs without Fine-Tuning: Intermediate Probing Meets Subgraph-Aware Entity Descriptions—0
ConvKGYarn: Spinning Configurable and Scalable Conversational Knowledge Graph QA datasets with Large Language Models—0
A Methodological Report on Anomaly Detection on Dynamic Knowledge Graphs—0
Low-Dimensional Federated Knowledge Graph Embedding via Knowledge Distillation—0
Learning Rule-Induced Subgraph Representations for Inductive Relation PredictionCode1
HybridRAG: Integrating Knowledge Graphs and Vector Retrieval Augmented Generation for Efficient Information Extraction—0
wav2graph: A Framework for Supervised Learning Knowledge Graph from SpeechCode2
CADRL: Category-aware Dual-agent Reinforcement Learning for Explainable Recommendations over Knowledge Graphs—0
Enhancing Complex Causality Extraction via Improved Subtask Interaction and Knowledge Fusion—0
Fact Finder -- Enhancing Domain Expertise of Large Language Models by Incorporating Knowledge GraphsCode2
Enhancing Supply Chain Visibility with Knowledge Graphs and Large Language Models—0
SnapE -- Training Snapshot Ensembles of Link Prediction Models—0
Developing PUGG for Polish: A Modern Approach to KBQA, MRC, and IR Dataset ConstructionCode0
Integrating Large Language Models and Knowledge Graphs for Extraction and Validation of Textual Test DataCode0
MMPKUBase: A Comprehensive and High-quality Chinese Multi-modal Knowledge Graph—0
Walk Wisely on Graph: Knowledge Graph Reasoning with Dual Agents via Efficient Guidance-ExplorationCode1
Graph Stochastic Neural Process for Inductive Few-shot Knowledge Graph Completion—0
DERA: Dense Entity Retrieval for Entity Alignment in Knowledge Graphs—0
Bridging Information Gaps in Dialogues With Grounded Exchanges Using Knowledge GraphsCode0
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All datasetsMARS (Multimodal Analogical Reasoning dataSet)JerichoWorldWikiKG90M-LSCFB15k

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MarT_MKGformerMRR0.34—Unverified
2MKGformerMRR0.32—Unverified
3MarT_FLAVAMRR0.29—Unverified
4ViLBERTMRR0.29—Unverified
5IKRL (ANALOGY)MRR0.28—Unverified
6IKRLMRR0.27—Unverified
7ViLTMRR0.26—Unverified
8TransAEMRR0.22—Unverified
#ModelMetricClaimedVerifiedStatus
1WorldformerSet accuracy39.15—Unverified
2Q*BERTSet accuracy32.78—Unverified
3GATA-WSet accuracy24.06—Unverified
4WorldformerSet accuracy23.22—Unverified
5Seq2SeqSet accuracy14.29—Unverified
6RulesSet accuracy4.7—Unverified
#ModelMetricClaimedVerifiedStatus
1TransE-ConcatTest MRR85.48—Unverified
2ComplEx-ConcatTest MRR0.86—Unverified
3ComplEx-RoBERTaTest MRR0.72—Unverified
4TransE-RoBERTaTest MRR0.63—Unverified
#ModelMetricClaimedVerifiedStatus
1COMPLEXMRR0.59—Unverified